On Ubuntu 18.04 the socket is defined in the file /etc/mysql/mysql.conf.d/mysqld.cnf
:
socket = /var/run/mysqld/mysqld.sock
The directory was not present so I created it manually as below:
sudo mkdir -p /var/run/mysqld
Restart MySQL. That solved it for my case here.